Machine Learning Algorithms & Natural Language Processing

Jun 10, 2026 · Artificial Intelligence

Can Code Really Boost Large‑Model Reasoning? A Re‑Examination of New Experiments

The paper “What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code” (ICML 2026) shows that while pure code data clearly enhances programming ability, it does not consistently improve complex mathematical reasoning and can even compete with math data, whereas structured reasoning signals—cognitive scaffolds—significantly lift difficult math benchmarks without harming coding performance.